The NodeLab System

NodeLab

How it connects

NodeLab orchestrates your data like a living system: raw Game Data flows into Nebula Graph structures and powers a Real‑Time Dashboard with actionable insights.

  • Ingest events with a flexible SDK tailored to your economy.
  • Model relationships in Nebula Graph for pattern and cohort discovery.
  • Surface live KPIs, funnels, and next‑best actions in the dashboard.

Proprietary SDK

Collects all standard data; customizable to integrate unique player metrics for each game

Graph‑Powered ML

TensorFlow GNN learns from player–player and player–content graphs to predict churn and drive recommendations

Custom Dashboards

Interactive, tailor‑made economy and progression views with actionable segments and alerts

Batch‑First Processing

Nebula Graph + ClickHouse compute graph features hourly/daily for low cost and fast time‑to‑value

How it works

1

Attach SDK

Drop-in client/server SDK. Name events as you like.

2

Ingest & Build Graph

Events land in ClickHouse; Nebula builds social + content graphs.

3

Scores & Segments

TF‑GNN embeddings and graph features power dashboards and CRM.

Live Analytics Dashboard

Analytics Output Examples

Real-time player behavior insights delivered in plain English

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Real-time insights delivered in plain English with actionable recommendations